{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image,ImageDraw\n",
    "import PIL.Image as IMG"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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//lWDBg0iDAsAAAAAgAchEAsAAFCNbN26xaZrY0RElMsfjS1JQ+8a7vQ2PXv2thm79g9KruDOc+BNPPV62bMxOclmbNLk5xwO1zVpEqLx4ydYjWVmHlJWVqZTdUx94WWHA49XTZr8nM3YR0uXKD/fVO627rhGKZs32ozde99Ip7qrSqrU+8lTru9TT090av1recL76Xe/+71D67VqFWo3jHtg/74Kz33V3r17bMLN0pVzSxgWQFXr3bu3JYD0448/av/+/QZXBACVs3PnTp09e1aSFBQUpM6dOxtcEfLy8vTWW29p6dKlKiwslCT5+vpq8ODBmjRpklq2bGlwhQAAAAAAoCQCsQAAANWIvS6JTz090WWPxa6s1q1b24yl7Ux16Ryefg68iTuuV0n5+SabbpP33jfS6cfKx3S4yWbMmW6c3br1cDokKknh4RF2u6e6qhtnSc5eI3vdYQcPvtPpeQMDg2xCqY7wpOvrbNi5slz5fhozZqzD3a4lqUuXOJuxH3/6sUJzX5WXl6unnxpnM/7WP+a5/dwCqJkCAwN1yy23WJY3bNhgYDUAUDlms1kbN/764bVevXrRddRAZrNZW7du1bRp03Tw4K//LdeiRQtNnjxZgwcPlp+fn4EVAgAAAACA0hCIBQAAqCaysjJtOqMaEfoqi71QasmaK8MbzoE3qerrZc+xY8dsxux11ixP06ZNbcac6cY5fMQ9Ts95Vd++/WzGXNGN0x5nrtHevXtsxgYMHOJUsPJane2ELMvjKde3z219nZ6zslz5frq5Y6xT6zdr1txmbN3a1RWaW7oShn3u2Uk245MTp/D9FoBb9ev367+5+/bt048/Vi7sDwBGycrKsvys7Ofnp169nP9wHlzjl19+0T//+U/997//VUFBgSTJx8dHd9xxh/7617/a/aAbAAAAAADwHHzEGAAAoJqw1x3RiNBXSfn5JplMJp04cVwXLlyo0rk89Rx4E3deL3sy7HRSrUjAzl748Eo3zscd2t5egNBR9ratbDfOa1X0Gv34Y7bNWLdu3StcR0WCtJ5yfcPDI52esyKq6v3UrFkzp9avaOi5NO+//y+bMO/48ROUkHCHS+cBgPI0b95cMTExSk9PlyQlJydr1KhRBlcFAM67tjts586dFRTEE07czWw2a/v27Vq6dKnVz+7XXXedHnzwQV1//fUGVgcAAAAAABxFIBYAAKCasNcd8Te/cV+nvpycbB0+/IMuXDh/pbvN0SPatm2r2+aXjD8H3sQTrpc9x08ctxm7PcE13ZGc6cZZmQChvW3XrV2tiRMnO7UfV18je++Ptm3d+0ddT7m+wcHBLpnzKne/n5o0CamyfZdn1qxXbbrL3nvfSA29a7hBFXmnp556Sr6+vvLz87P6f39/f9WuXVt16tRR7dq1rb6uU6eO6tWrp8DAQDVo0EANGjSwfF2rVi2jDwkwTEJCgiUQu337dg0dOpQgGQCvcvr0ae3atcuy3LcvH+p0t4sXL+p///uftm/fbhnz8fFR3759NXToUH7WAgAAAADAixCIBQAAqCaudEe05uqugCXl5GQrZfNGLVgwv0rncZQR58CbeNr1suejpUuMLsFQVXmNPOH94SnX1xWBUm94P7naJx+vtAnDDhg4RGPHOtaZF78qKipy6f5q1aqloKAgNWrUyO7/mjRporp167p0TsBTREVFqXXr1jp27JiKioqUkpKiIUOGGF0WADgsJSVFxcXFkqTw8HC1adPG4IpqluzsbL333ns6efKkZaxJkyZ68MEHFRnpnidLAAAAAAAA1yEQCwAAUE040x3RFT5YssjjgmDuPgfexBOvF6xV9TXi/eE6NfX99Pbbs23GHnroEQMqQUmXLl1Sbm6ucnNzS12nfv36atasma677jqb/9H1DN7Mx8dH/fr10/vvvy9J2rx5s/r37899DcArFBYW6ssvv7Qs0x3Wfcxms7Zs2aJly5ZZfVipW7du+u1vf6vatWsbWB0AAAAAAKgoArEAAABwmr1HZl+rW7ceah3WRuHh4apbt57lseytWoW67PHocBzXy/NxjbxHTb5WAwYOsTn299//lyZOnGxQRd7rrbfeUnFxsYqLi3X58mVdvnxZxcXFKiws1KVLl1RQUKCLFy+qoKDA6uuzZ8/q7Nmzys/Pt/p/RzrOnjt3TllZWcrKyrJ5LSQkRK1atVJoaKhatWqlVq1aKSQkRD4+PlVx+IDLde7cWatWrdIvv/yic+fO6ZtvvlGvXt79PRdAzZCamqpz585Jkho2bKiOHTsaW1ANceHCBS1evFjffvutZaxWrVoaOXKkunbtamBlAAAAAACgsgjEAgAAwCnz58+1GwYbP36CYjrcpPDwCAOqQmmqw/X6YsMWo0twSn6+yWYsIiKq1PWrwzWqDG+6vjX9Wj300CM6dPCAVbfhq+eDUKxzAgICXLYvs9msgoICnTlzRqdPn7b7v7y8PF26dKnUfVztLvvdd99ZxmrVqqXQ0FC1bdtWERERioiIUFBQkMvqBlzJz89Pffv21cqVKyVJSUlJ6tmzJ6FuAB7NbDZr06ZNluU+ffrIz8/PuIJqiMOHD+tf//qX8vLyLGOhoaF65JFH1KxZMwMrAwAAAAAArkAgFgAAoJqIiIiyeSR6Xl6umjQJcdkcOTnZ+mjpEpt5p78806XzVJQ7zoE38fTrZU+3bj20bdtWq7H8fJMCA70nhGUy2QZiYzvH2V3X6Gvk7nPrzdfX6GvlCZo0CdGkyc/psbEPWY2vW7taLVu01P0jHzCmsBrOx8dHderUUZ06dUoNcZjNZp05c0YnT57UiRMndPLkScvXubm5Ki4uttnm0qVLlo6yycnJkqQmTZpYwrERERFq0aIFgUN4jJ49e2rNmjUqKCjQyZMnlZ6erg4dOhhdFgCUKiMjQ9nZ2ZKufFimR48eBldUvZnNZiUlJWnVqlVWP/v07t1bd999t0s/sAQAAAAAAIxDIBYAAKCaiO0cZxMGPXHihEuDWjt3pNqMPTD6YY8Jg7njHLiSvU6iruTp18ue1mFtbAKTJpN3BCavOnz4B5ux8PBwu+u68xrZe9z9qVOnKnxuc3Kynd7Gm6+vN76fqkJ4eISmvvCypj7/rNX4ggXzVb9+Aw29a7hBlaEsPj4+atiwoRo2bKh27dpZvVZUVKSffvpJOTk5ys7OVk5OjnJycnT27Fmb/eTl5SkvL0/bt2+XJNWtW1fXX3+9JSDbtm1b1apVyy3HBJRUt25dde/eXRs3bpR0pUssgVgAnuzq9ytJiouLU4MGDQyspno7e/asFi5cqPT0dMtYnTp1NGrUKMXGxhpYGYzg4+Mjs9lsdBkAAKAa4QPjAOBZCMQCAABUE/YCd9/tSlN0dHuXzZGa+o3N2E033ezw9hUJ0DnDHeegLDk52WrVKtTh9U+dOlWF1Xj+9bLH3jXct2+PU+fVFZy9ltfatu0rm7GWLe3vy53XqGWLljZjWVkZCg+PcHgf1zpx4rjT23jK9a0Ib3w/VZUePXpp/PgJevvt2Vbjb789W01CQtSjRy+DKkNF+Pv7q3Xr1mrdurVlzGw2y2Qy6ejRo8rKylJmZqaOHDmiwsJCq20vXLigvXv3au/evZIkX19ftW7dWlFRUYqJiVFERASPfoZbxcfHa9OmTTKbzTp48KCOHTtmdW8DgKfIy8vTd999Z1mOj483sJrqLSMjQwsWLNAvv/xiGWvTpo0eeeQRhYTUrA+34QofH4k8LAAAcCVfXwKxAOBJfI0uAAAAAK4RHh5pM7ZgwXyXdiEt2dlRklOdHfft2+OyWuxxxzm46t77RtqMORsQTN/9vavKscvTr5c99q7h5k0b7axZtex1A3VETk62TRdWSaWGst15jW648Tc2Y8s++tDh7UtauWKZ09t4yvWtCG98P1WloXcN14CBQ2zGpz7/rPburV7HWhP5+PgoODhYHTp00F133aUJEyZo1qxZ+stf/qK7775bHTt2VFCQ7f1fXFysI0eOaMOGDXrzzTc1adIk/etf/9I333xjt+Ms4GpNmjRRp06dLMtJSUkGVgMApUtKSrJ0qGzXrp1atrT98Boqx2w2a8OGDXrjjTeswrDx8fGaOHEiYdgajMAKAABwNRrEAoBnIRALAABQTYSHR6hbtx424x988F8DqrGvMuE7R7jzHDRv1txmbONGx0MX+fkmm+6Knqaqr5c94eERioiIshrbtm2rtm7d4tY63n57tvLycp3e7rPPPrUZGzNmrCtKssuZaxQV1c5mLDPzUIXO7datW+wGRMvjKdfXCEa8n6ra2LGP21xPSXr6qXGEYqshf39/XX/99erXr5/Gjh2rV155RS+++KIefPBB9erVSy1btrR5PNyFCxe0c+dO/ec//9HkyZP12muvad26dcrOzuYxtagyCQkJlq937NhhFYICAE9w7tw5ffXVr0+VuPb7Flzj0qVLWrBggVasWGH5maNevXoaN26c7rnnHvn78/DEmszPjz+NAgAA1+LnCwDwLHxXBgAAqEbuH/mAzdhHS5fok49XumT/9oJPjoaePliySJmZh1xSR1mq+hxcFWknXLhu7WqHH4vujqCykdfL3txZWZkObfvA6IdtxqY+/2yFAqr5+SbNmvWq09tJ0vvv/8up9Tds+FwfLV1iM967T99St3HnNQoMDLLb2Xjq8886fN9KV7rgTn3+WYfXL8lTrq+zvOH7n7sFBgbpb39/0e5r/3hrVoWuKbyHj4+PQkJCdMstt+j+++/XlClT9Prrr+uJJ57QbbfdpiZNmlitbzab9cMPP+iTTz7Ryy+/rOeee05LlizR7t27denSJYOOAtVR27ZtFRERIelK1+INGzYYXBEAWNu8ebPl374WLVqofXv7T5NAxeTm5mrmzJnauXOnZaxt27Z69tlnddNNNxlYGTxFgL+f0SUAAIBqhp8vAMCzEIgFAACoRqKj29t9hPXbb8/WB0sWKT/f5NB+8vNNmj9/rs14HzvBPkdCT598vFILFsx3aO7KqupzcO089rz04t8dOh/2gpOuZuT1iu0cZzO2YcN6h7bt0aOX3fDhc89OUlraDodr2Lp1i/7yzJ+0bu1qh7e51rq1qzVr1qsOhfo++XilXp0xzWZ8/PgJatUqtNTt3H2NBg++0+74Sy/+3aFwZ1raDj304P1Oz3stT7m+zvKG739GaNUqVK/OfMNmPDPzkJ57dhKh2Bqmbt26iomJ0X333acXX3xRf/vb3zR8+HBFRkbK19f6V1C//PKLvvzyS82dO1fPPPOM5s6dqx07dhCOhUvcfvvtlq+3bNmi/Px8A6sBgF8VFhZq06ZNluXbb7/dpsM6Km7v3r2aMWOGfvzxR8tYjx49NGHCBDVu3NjAyuBJ/AmsAAAAFwsI4OcLAPAkBGIBAACqmdIeYb1gwXyNGD5Yn3y8UllZmTbB0JycbKWl7dCsWa9qxPDBdgObN3eMtRm7GnraunWL1T7z8nKVlrZDf5uSqLffni3pSjjQHaryHFzL3vFcez6uDYLl55u0d+8eq/MxZszYihyew4y8Xl262AZiP1q6RB8sWWR1XrKyMu12+Hzq6Yl2a5886c/625REpaXtsOlqmp9vUlZWpj75eKXGPTZGU59/tsJdObt16yHpSij2d78drk8+Xmkzn71zVnIfQ+8aXuY87r5GrVqFanLiFLtzPv3UOM2fP1d79+6xmvfqvTt//lxNnvRny/jUF152au5rGX19K8Jbvv8ZITa2S6nfD99843UDKoIn8PHxUYsWLXT77bdrwoQJmjlzpsaMGaOuXbuqfv36VusWFRVp9+7dWrBggSZPnqz//Oc/2rt3r4qLiw2qHt6uQ4cOatWqlaQr4bPk5GSDKwKAK7Zt26azZ89KkoKDg9WlSxeDK6oezGaz1q9fr3/+8586f/68JMnPz08jR47U73//e/n7+xtcITyJv7+v/HmsMQAAcBF/fz/58bMFAHgUH7PZbDa6CAAAAFfKzTtrdAmGy8vL1XPPTqp0WOyLDVtsxmbNerVCHRkHDByiiRMn6/aEXg7Nc62KbFOV5+Cq/HyT/vLMnyo0R0RElOa9u8DpY3N2fSOul3Tl3IwYPtjh+eztc8OGz+12XXXW1XNdGnvH+L8PV1bq/omIiNL0l2eqSZOQctc14hpVdM6rxo+foKF3Da/w/SEZe30drbEkb/n+54r9uPK+unr8+FVIkwZGl2Co4uJiHT58WOnp6UpPT1d2drbd9YKCgtS5c2d17dpVYWFhdNCDU9LS0vTee+9JkmrXrq1p06bZhLEBwJ2Ki4v1wgsv6NSpU5Kk4cOHW3W0RsUUFBRo4cKF+vbbby1jQUFBGjt2rMLDww2sDJ6soKBI+WcvGl0GAACoBgID66h2LT6ABQCehI8pAAAAVENNmoTotdff1ICBQ1y+74ceesRu99WyRERE6aGHHnF5LWWpynNwVWBgkKa/PLNC52P6yzOrqCprRl2vwMCgSnUQlaSEhDvsPordGd269ajQuW7SJERPPT3R6XMnXQn/ORqGlYy5RhMnTq5wh+KrYdjKMvL6VpS3fP8zysSJk+2en3VrV9vtBI2ay9fXV+Hh4Ro6dKieffZZTZs2TXfddZdatGhhtZ7JZNLGjRv16quv6oUXXtBnn31mCREB5enYsaOaN28u6UpY6tpHlAOAEb7//nvLv2N16tRRz549Da7I+506dUozZ860CsOGh4frr3/9K2FYlKl2bX86uQEAgErz9/cjDAsAHoj/2gMAAKimAgODNHHiZL31j3mWx7876t77Rur9/3xg97WrQdN77xvp8L7mvbvA4XCgK1XVObhWkyYhmv7yTIeDt/feN1Kvvf6m286HkderR49eDoViywoYxsZ20f8+XOlw/dfuc+oLL+ulaTMqfCzR0e2durZX55w4cbJTcxp1je4f+YBenfmGwwHPiIgovTrzDZeEYa8y8vpWhDd9/zNKaQHldWtX65OPV7q5GniLxo0b64477tCUKVP07LPPKiEhQcHBwVbrnDx5Up999pmef/55zZw5U5s2bdK5c+cMqhjewNfXV3fccYdleePGjbp4kU5wAIxhNpu1fv16y3KvXr1Ut25dAyvyfunp6ZoxY4Z++ukny1ivXr30pz/9yebnCMCeoMA64gEEAACgonx9fBQUWMfoMgAAdviYzWaz0UUAAAC4Um7eWaNL8EhZWZnKyspQVlaW0namWj0Kvlu3Hmod1kbt28foxht/43B4KycnWzt3pOpQxkGrx2QPGDhEUZHt1LlLnFq1CrXaxshHhlfFOSi5//Td31fp+ajMuXDX9SopP9+kb775Wt99t8tm3ptv7qhbbrlVgYFB5e4nLy9X+/fv05496Tp29Ii2bdtqeS0iIkqxneMUHh6u8PBIhYdHOFyfI8dY1rVt2aKlbu4Yq+jo9g7PWRqjrtHevXv03a407d27x+q8lnd8Jefu1q2HXpo2w6m5rzLy+laEt33/c+f3mr179+jpp8bZfc1VHYa9XUiTBkaX4PGKi4t16NAhpaamKi0tzW6QMSAgQJ07d1afPn3Upk0bA6qEpysuLtbzzz+vvLw8SdKwYcPUv39/g6sCUBNlZGRo9uzZkiQ/Pz+99NJLatiwobFFeSmz2azPP/9cn376qa7+ecvf31+//e1v1aOHcx+EBS5dKlL+2YviL6UAAMAZvj4+CgyqowB/P6NLAQDYQSAWAABUOwRiATijqgKT1V1OTrYeevB+q7F77xupsWMfN6giwHsQiHVOYWGhdu/ere3bt2vPnj26fPmyzTpt2rRRnz591LlzZwUEBBhQJTzV1q1b9d///leS1KBBA02bNk21atUyuCoANc3cuXO1e/duSVK3bt00evRogyvyToWFhVq0aJF27NhhGQsODtbYsWN1/fXXG1gZvFlR0WWZ8i+quJg/lwIAgPL5+/spKLCOfH1pNQ8Ansrf6AIAAAAAAN7nxInjNmPh4eEGVAKgugsICFBsbKxiY2N17tw5paWl6auvvtKRI0cs6xw5ckQLFy7U8uXLdeutt6pXr15q2rSpgVXDU9xyyy367LPP9Msvv+js2bPaunWr+vbta3RZAGqQn376yRKGlaTbb7/dwGq8l8lk0rvvvqsffvjBMhYREaE//OEPCgoq/4kjQGn8/f3UqGE9XbhYqAsXCkUfIQAAYI+/v5/q1g1Q7VrErADA0/GdGgAAAADgtB07Um3GWrYMNaASADVJ/fr11atXL/Xq1UtHjhzR5s2btWPHDhUVFUmSzp07pw0bNmjDhg2Kjo5Wnz591L59e/n6+hpcOYzi7++v/v37a+nSpZKk9evXq1evXvL359eiANwjKSnJ8nVMTIxatGhhYDXe6ccff9ScOXP0888/W8a6d++u3/3ud3w/h0v4+PioXt1aqlsnQIVFxSosvKyiossqLjaruNhMSBYAgBrEx8dHvr4+8vGR/Px8FeDvp4AAP/n58bslAPAW/KYAAAAAAOCU/HyTPlq6xGY8Orq9AdUAqKnatGmj0aNHa8SIEfr666+VkpKivLw8y+t79+7V3r171bhxY/Xq1Us9evRQgwYNDKwYRunRo4fWrl2r/Px8nTlzRl9//bV69epldFkAaoCff/5Z33zzjWWZ7rDOS09P17/+9S8VFBRIuhJQGDFihOLj4+Xjw2Nq4Vo+Pj6qFeCnWgF+RpcCAAAAAKggPsIAAAAAAHDKBx/812ZszJixBlQCAFKDBg10++2364UXXtATTzyhmJgYq4DMzz//rI8//ljPPfecPvroI6vucqgZAgIClJCQYFlev369Ll++bGBFAGqKDRs2WL7ftG3bVpGRkQZX5D3MZrM2btyouXPnWsKwtWrV0rhx49SvXz/CsAAAAAAAwC46xAIAAAAAHPbJxyvtdoft3aevAdUAwK98fX0VExOjmJgYnTp1Sl9++aW++uornTt3TpJUWFiojRs3avPmzeratav69++v5s2bG1w13KV3795av369zp07p7y8PKWmpqpbt25GlwWgGjOZTNq6datledCgQYQ4HXT58mUtXbpUW7ZssYw1atRIjz/+uEJDQw2sDAAAAAAAeDo6xAIAAABADTLusTH65OOVysvLdWq7/HyT5s+fq7ffnm3z2pgxY9WqFX+YBuA5mjZtquHDh+vll1/W6NGjrcIzxcXF2rZtm1566SXNnz9fR44cMbBSuEvt2rUVHx9vWV63bp2Ki4sNrAhAdZeUlKTCwkJJUmhoqNq3b29wRd7hwoULmjNnjlUYtm3btpo8eTJhWAAAAAAAUC4fs9lsNroIAAAAV8rNO2t0CQC8yO0JvWzGvtiwxc6a1cO1x9utWw/1ua2vwsMjFRwcrCZNQqzWzcnJ1okTx3Vg/z4tWDDf7v4GDByiiRMnV2nNQHUT0qSB0SXUOGazWfv27dO6deuUkZFh8/qNN96oO+64Q+3ataN7XzV24cIFPffcc7p48aIk6ZFHHlHnzp0NrgpAdXTu3DlNmTJFBQUFkqQ//OEP6tSpk8FVeb5Tp05p7ty5On78uGWsc+fOGj16tAICAgysDAAAAAAAeAt/owsAAAAAABhj27at2rZta/krloIwLABv4ePjo+joaEVHRysrK0uff/65du/ebXl9//792r9/v9q2bas77rhDN910E8HYaqhu3bq67bbbtG7dOknS2rVrFRsby7UG4HIbN260hGGbN2+ujh07GluQF8jIyNC7776rc+fOWcYGDx6sQYMG8X0aAAAAAAA4zNfoAgAAAAAA7hMREeWS/YwZM5YwLACvFB4erscff1xTpkxR165d5ev766/HDh8+rHfffVcvvfSStm/fruLiYgMrRVWIj49XrVq1JEk//vijVTAaAFzh4sWL2rhxo2V5wIABBDrLsXPnTv3jH/+whGH9/f01ZswYDR48mHMHAAAAAACc4mM2m81GFwEAAOBKuXlnjS4BgBe5PaGXzdgXG7YYUIn7bN26RYsW/luZmYec3nbMmLH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      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=2756x1801 at 0x40D3FF0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(IMG.open('crawler.png'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=3362x2062 at 0x4947130>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(IMG.open('searcher.png'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import nn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from searchengine import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<nn.searchnet at 0x3fc5bf0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mynet"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##测试时不要忘了下面mynet需要赋值(需要写入searchengine.py)\n",
    "\n",
    "\n",
    "mynet=nn.searchnet('nn.db')\n",
    "\n",
    "# Create a list of words to ignore\n",
    "ignorewords={'the':1,'of':1,'to':1,'and':1,'a':1,'in':1,'is':1,'it':1}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://www.cnblogs.com/langdashu/p/4963053.html',\n",
       " 'https://www.bilibili.com/']"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "a1='https://www.cnblogs.com/langdashu/p/4963053.html'\n",
    "a2='https://www.thefreedictionary.com/index.html'\n",
    "a3='https://www.bilibili.com/'\n",
    "\n",
    "pagelist=[a1,a3]\n",
    "\n",
    "\n",
    "pagelist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "crawler_obj=crawler('searchindex.db')\n",
    "\n",
    "#crawler_obj.createindextables() 第一次使用数据库时， 调用此函数\n",
    "\n",
    "#crawler_obj.crawl(pagelist, 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
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       " (40357,),\n",
       " (40516,),\n",
       " (40518,),\n",
       " (40539,),\n",
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       " (40655,),\n",
       " (40680,),\n",
       " (40705,),\n",
       " (40730,),\n",
       " (40755,),\n",
       " (40780,),\n",
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       " (40844,),\n",
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       " (40879,),\n",
       " (40889,),\n",
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       " (41001,),\n",
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       " (41050,),\n",
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       " (41097,),\n",
       " (41120,),\n",
       " (41121,),\n",
       " (41130,),\n",
       " (41131,),\n",
       " (41140,),\n",
       " (41141,),\n",
       " (41175,),\n",
       " (41176,),\n",
       " (41185,),\n",
       " (41186,),\n",
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       " (41196,),\n",
       " (41231,),\n",
       " (41232,),\n",
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       " (41662,),\n",
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       " (41834,),\n",
       " (41838,),\n",
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       " (41866,),\n",
       " (41883,),\n",
       " (41890,),\n",
       " (41894,),\n",
       " (41940,),\n",
       " (41970,),\n",
       " (41977,),\n",
       " (41981,),\n",
       " (42011,),\n",
       " (42086,),\n",
       " (42207,),\n",
       " (42239,),\n",
       " (42243,),\n",
       " (42287,),\n",
       " (42323,),\n",
       " (42327,),\n",
       " (42355,),\n",
       " (42387,),\n",
       " (42396,),\n",
       " (42422,),\n",
       " (42429,),\n",
       " (42430,),\n",
       " (42433,),\n",
       " (42464,),\n",
       " (42508,),\n",
       " (42567,),\n",
       " (42599,),\n",
       " (42626,),\n",
       " (42637,),\n",
       " (42717,),\n",
       " (43083,),\n",
       " (43106,),\n",
       " (43151,),\n",
       " (43287,),\n",
       " (43351,),\n",
       " (43361,),\n",
       " (43372,),\n",
       " (43419,),\n",
       " (43425,),\n",
       " (43461,),\n",
       " (43540,),\n",
       " (43583,),\n",
       " (43602,),\n",
       " (43665,),\n",
       " (43712,),\n",
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       " (43807,),\n",
       " (43820,),\n",
       " (43830,),\n",
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       " (43878,),\n",
       " (43921,),\n",
       " (43940,),\n",
       " (43955,),\n",
       " (44031,),\n",
       " (44032,),\n",
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       " (44153,),\n",
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       " (44320,),\n",
       " (44330,),\n",
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       " (44487,),\n",
       " (44536,),\n",
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       " (45312,),\n",
       " (45323,),\n",
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       " (45392,),\n",
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       " (45821,),\n",
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       " (45890,),\n",
       " (45935,),\n",
       " (45944,),\n",
       " (45954,),\n",
       " (45997,),\n",
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       " (46041,),\n",
       " (46082,),\n",
       " (46090,),\n",
       " (46099,),\n",
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       " (46297,),\n",
       " (46303,),\n",
       " (46325,),\n",
       " (46326,),\n",
       " (46349,),\n",
       " (46378,),\n",
       " (46595,),\n",
       " (46609,),\n",
       " (46612,),\n",
       " (46708,),\n",
       " (46917,),\n",
       " (47030,),\n",
       " (47050,),\n",
       " (47061,),\n",
       " (47111,),\n",
       " (47121,),\n",
       " (47157,),\n",
       " (47249,),\n",
       " (47263,),\n",
       " (47266,),\n",
       " (47296,),\n",
       " (47315,),\n",
       " (47325,),\n",
       " (47348,),\n",
       " (47383,),\n",
       " (47399,),\n",
       " (47486,),\n",
       " ...]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#测试是否已经爬取\n",
    "sql01='select rowid from wordlocation where wordid=3'\n",
    "\n",
    "[row for row in crawler_obj.con.execute(sql01)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 0\n",
      "Iteration 1\n",
      "Iteration 2\n",
      "Iteration 3\n",
      "Iteration 4\n",
      "Iteration 5\n",
      "Iteration 6\n",
      "Iteration 7\n",
      "Iteration 8\n",
      "Iteration 9\n",
      "Iteration 10\n",
      "Iteration 11\n",
      "Iteration 12\n",
      "Iteration 13\n",
      "Iteration 14\n",
      "Iteration 15\n",
      "Iteration 16\n",
      "Iteration 17\n",
      "Iteration 18\n",
      "Iteration 19\n"
     ]
    }
   ],
   "source": [
    "crawler_obj.calculatepagerank()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "e=searcher('searchindex.db')\n",
    "\n",
    "q='python 模'\n",
    "#q.split(' ')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fullquery: select w0.urlid,w0.location from wordlocation w0 where w0.wordid=13\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "([(1, 16),\n",
       "  (1, 369),\n",
       "  (1, 444),\n",
       "  (14, 6126),\n",
       "  (14, 6147),\n",
       "  (2, 1413),\n",
       "  (4, 502),\n",
       "  (7, 2468),\n",
       "  (7, 2663),\n",
       "  (8, 502),\n",
       "  (1, 16),\n",
       "  (1, 369),\n",
       "  (1, 444),\n",
       "  (9, 502),\n",
       "  (15, 2386),\n",
       "  (15, 2468),\n",
       "  (15, 2919),\n",
       "  (15, 2952),\n",
       "  (15, 2958),\n",
       "  (15, 2989),\n",
       "  (15, 3040),\n",
       "  (15, 3075),\n",
       "  (15, 3204),\n",
       "  (15, 3326),\n",
       "  (15, 3476),\n",
       "  (15, 3498),\n",
       "  (15, 3792),\n",
       "  (15, 3799),\n",
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       "  (15, 3828),\n",
       "  (15, 3868),\n",
       "  (15, 3920),\n",
       "  (15, 4031),\n",
       "  (15, 6893),\n",
       "  (15, 6903),\n",
       "  (15, 7124),\n",
       "  (15, 7170),\n",
       "  (15, 7252),\n",
       "  (15, 9022),\n",
       "  (15, 9075),\n",
       "  (15, 9084),\n",
       "  (15, 9092),\n",
       "  (16, 1562),\n",
       "  (16, 1644),\n",
       "  (16, 2098),\n",
       "  (16, 2131),\n",
       "  (16, 2137),\n",
       "  (16, 2168),\n",
       "  (16, 2219),\n",
       "  (16, 2254),\n",
       "  (16, 2384),\n",
       "  (16, 2507),\n",
       "  (16, 2657),\n",
       "  (16, 2679),\n",
       "  (16, 2974),\n",
       "  (16, 2981),\n",
       "  (16, 2999),\n",
       "  (16, 3010),\n",
       "  (16, 3050),\n",
       "  (16, 3102),\n",
       "  (16, 3214),\n",
       "  (19, 1314),\n",
       "  (19, 4261),\n",
       "  (19, 4471),\n",
       "  (19, 12517),\n",
       "  (19, 12579),\n",
       "  (20, 1562),\n",
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       "  (20, 2098),\n",
       "  (20, 2131),\n",
       "  (20, 2137),\n",
       "  (20, 2168),\n",
       "  (20, 2219),\n",
       "  (20, 2254),\n",
       "  (20, 2384),\n",
       "  (20, 2507),\n",
       "  (20, 2657),\n",
       "  (20, 2679),\n",
       "  (20, 2974),\n",
       "  (20, 2981),\n",
       "  (20, 2999),\n",
       "  (20, 3010),\n",
       "  (20, 3050),\n",
       "  (20, 3102),\n",
       "  (20, 3214),\n",
       "  (23, 7414),\n",
       "  (23, 7438),\n",
       "  (23, 9290),\n",
       "  (24, 14521),\n",
       "  (25, 4344),\n",
       "  (25, 4395),\n",
       "  (25, 5054),\n",
       "  (25, 5129),\n",
       "  (25, 6101),\n",
       "  (26, 702),\n",
       "  (26, 784),\n",
       "  (26, 2753),\n",
       "  (26, 2835),\n",
       "  (26, 5433),\n",
       "  (26, 5557),\n",
       "  (30, 3460),\n",
       "  (30, 3542),\n",
       "  (30, 3783),\n",
       "  (30, 3820),\n",
       "  (30, 3826),\n",
       "  (30, 3857),\n",
       "  (30, 3908),\n",
       "  (30, 3943),\n",
       "  (30, 4077),\n",
       "  (30, 5493),\n",
       "  (30, 5647),\n",
       "  (30, 5669),\n",
       "  (30, 5987),\n",
       "  (30, 7512),\n",
       "  (32, 470),\n",
       "  (32, 488),\n",
       "  (32, 3234),\n",
       "  (32, 3245),\n",
       "  (32, 3263),\n",
       "  (32, 3274),\n",
       "  (32, 3314),\n",
       "  (32, 3366),\n",
       "  (32, 3451),\n",
       "  (32, 3688),\n",
       "  (32, 3745),\n",
       "  (32, 3754),\n",
       "  (32, 3762),\n",
       "  (33, 4430),\n",
       "  (33, 4440),\n",
       "  (33, 5021),\n",
       "  (33, 5053),\n",
       "  (33, 5072),\n",
       "  (33, 5079),\n",
       "  (33, 5140),\n",
       "  (33, 5176),\n",
       "  (1, 16),\n",
       "  (1, 369),\n",
       "  (1, 444),\n",
       "  (2, 1413),\n",
       "  (3, 1817),\n",
       "  (3, 1831),\n",
       "  (3, 3029),\n",
       "  (3, 3415),\n",
       "  (3, 3482),\n",
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       "  (3, 3492),\n",
       "  (3, 3496),\n",
       "  (3, 3504),\n",
       "  (4, 502),\n",
       "  (7, 2468),\n",
       "  (7, 2663),\n",
       "  (8, 502),\n",
       "  (1, 16),\n",
       "  (1, 369),\n",
       "  (1, 444),\n",
       "  (9, 502),\n",
       "  (11, 1816),\n",
       "  (11, 1830),\n",
       "  (11, 3028),\n",
       "  (11, 3414),\n",
       "  (11, 3481),\n",
       "  (11, 3487),\n",
       "  (11, 3491),\n",
       "  (11, 3495),\n",
       "  (11, 3503),\n",
       "  (1, 16),\n",
       "  (1, 369),\n",
       "  (1, 444),\n",
       "  (2, 1413),\n",
       "  (3, 1817),\n",
       "  (3, 1831),\n",
       "  (3, 3029),\n",
       "  (3, 3415),\n",
       "  (3, 3482),\n",
       "  (3, 3488),\n",
       "  (3, 3492),\n",
       "  (3, 3496),\n",
       "  (3, 3504),\n",
       "  (4, 502),\n",
       "  (7, 2468),\n",
       "  (7, 2663),\n",
       "  (8, 502),\n",
       "  (1, 16),\n",
       "  (1, 369),\n",
       "  (1, 444),\n",
       "  (9, 502),\n",
       "  (11, 1817),\n",
       "  (11, 1831),\n",
       "  (11, 3029),\n",
       "  (11, 3415),\n",
       "  (11, 3482),\n",
       "  (11, 3488),\n",
       "  (11, 3492),\n",
       "  (11, 3496),\n",
       "  (11, 3504),\n",
       "  (2, 1413),\n",
       "  (3, 1817),\n",
       "  (3, 1831),\n",
       "  (3, 3029),\n",
       "  (3, 3415),\n",
       "  (3, 3482),\n",
       "  (3, 3488),\n",
       "  (3, 3492),\n",
       "  (3, 3496),\n",
       "  (3, 3504),\n",
       "  (4, 502),\n",
       "  (7, 2468),\n",
       "  (7, 2663),\n",
       "  (8, 502),\n",
       "  (129, 502),\n",
       "  (132, 502),\n",
       "  (135, 502),\n",
       "  (138, 502),\n",
       "  (140, 1013),\n",
       "  (141, 502),\n",
       "  (142, 475),\n",
       "  (143, 510),\n",
       "  (143, 3171),\n",
       "  (144, 502),\n",
       "  (147, 502),\n",
       "  (150, 502),\n",
       "  (153, 502),\n",
       "  (156, 502),\n",
       "  (157, 1996),\n",
       "  (157, 2039),\n",
       "  (157, 2059),\n",
       "  (11, 1817),\n",
       "  (11, 1831),\n",
       "  (11, 3029),\n",
       "  (11, 3415),\n",
       "  (11, 3482),\n",
       "  (11, 3488),\n",
       "  (11, 3492),\n",
       "  (11, 3496),\n",
       "  (11, 3504),\n",
       "  (158, 1050),\n",
       "  (158, 7312),\n",
       "  (162, 1885),\n",
       "  (163, 1808),\n",
       "  (163, 1822),\n",
       "  (163, 3076),\n",
       "  (163, 3483),\n",
       "  (163, 3550),\n",
       "  (163, 3556),\n",
       "  (163, 3560),\n",
       "  (163, 3564),\n",
       "  (163, 3572),\n",
       "  (163, 4886),\n",
       "  (165, 286),\n",
       "  (175, 3210),\n",
       "  (175, 3267),\n",
       "  (175, 3343),\n",
       "  (175, 3370),\n",
       "  (180, 1260),\n",
       "  (181, 1951),\n",
       "  (181, 2143),\n",
       "  (181, 2506),\n",
       "  (181, 2512),\n",
       "  (182, 585),\n",
       "  (183, 86),\n",
       "  (183, 145),\n",
       "  (183, 154),\n",
       "  (183, 223),\n",
       "  (183, 997),\n",
       "  (183, 1657),\n",
       "  (183, 1664),\n",
       "  (183, 1686),\n",
       "  (183, 1697),\n",
       "  (184, 486),\n",
       "  (185, 2627),\n",
       "  (185, 2694),\n",
       "  (185, 5106),\n",
       "  (185, 17835),\n",
       "  (189, 944),\n",
       "  (189, 1684),\n",
       "  (189, 1984),\n",
       "  (193, 3581),\n",
       "  (193, 3740),\n",
       "  (966, 1485),\n",
       "  (969, 1845),\n",
       "  (969, 1851),\n",
       "  (970, 9835),\n",
       "  (972, 549),\n",
       "  (972, 1967),\n",
       "  (972, 2037),\n",
       "  (972, 2056),\n",
       "  (972, 2143),\n",
       "  (972, 2158),\n",
       "  (972, 2482),\n",
       "  (972, 2571),\n",
       "  (972, 2587),\n",
       "  (972, 2591),\n",
       "  (973, 958),\n",
       "  (975, 487),\n",
       "  (976, 3382),\n",
       "  (976, 4834),\n",
       "  (976, 7549),\n",
       "  (977, 2204),\n",
       "  (978, 386),\n",
       "  (978, 400),\n",
       "  (978, 530),\n",
       "  (978, 544),\n",
       "  (979, 347),\n",
       "  (979, 382),\n",
       "  (979, 397),\n",
       "  (979, 565),\n",
       "  (979, 579),\n",
       "  (979, 678),\n",
       "  (979, 1068),\n",
       "  (979, 1103),\n",
       "  (979, 1118),\n",
       "  (985, 1334)],\n",
       " [13])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "e.getmatchrows(q)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fullquery: select w0.urlid,w0.location from wordlocation w0 where w0.wordid=13\n",
      "1.973091\thttps://www.cnblogs.com/\n",
      "1.903519\thttps://www.cnblogs.com/langdashu/p/4963053.html\n",
      "1.610328\thttp://www.cnblogs.com\n",
      "1.555693\thttps://blog.csdn.net/qq_37253540/article/details/105969345\n",
      "1.325012\thttps://blog.csdn.net/qq_37253540\n",
      "1.226110\thttps://www.cnblogs.com/skins.aspx\n",
      "1.151746\thttps://i.cnblogs.com/\n",
      "1.118891\thttps://i.cnblogs.com/EditPosts.aspx?opt=1\n",
      "0.996249\thttps://me.csdn.net/qq_37253540\n",
      "0.996249\thttps://me.csdn.net/qq_37253540?utm_source=14998968\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "([13], [3, 1, 11, 26, 15, 183, 8, 4, 20, 16])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "e.query(q)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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